Security System with Networked Cameras

ABSTRACT

A system including a power supply for providing electricity; a camera network; a high-performance power domain subsystem coupled to said camera network with a network connector component having a main processor coupled to the camera network and a memory configured to store video recordings from the camera network. A low-power domain subsystem having a low-power sensor for detecting an object or subject and a low power processor that is configured to process data received from said low-power sensor is configured to regulate power going into the high-performance power domain subsystem by waking up or putting to sleep the high-performance components based on whether an object or subject is detected and moving around a predetermined vicinity of the system.

CROSS-REFERENCE TO RELATED APPLICATIONS

The present Utility patent application claims priority benefit of the U.S. provisional application for patent Ser. No. 62/854,927 entitled “POWER EFFICIENT AUTOMOTIVE SECURITY CAMERA SYSTEM”, filed on May 30, 2019 under 35 U.S.C. 119(e). The contents of this related provisional application are incorporated herein by reference for all purposes to the extent that such subject matter is not inconsistent herewith or limiting hereof.

RELATED CO-PENDING U.S. PATENT APPLICATIONS

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INCORPORATION BY REFERENCE OF SEQUENCE LISTING PROVIDED AS A TEXT FILE

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FEDERALLY SPONSORED RESEARCH OR DEVELOPMENT

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REFERENCE TO SEQUENCE LISTING, A TABLE, OR A COMPUTER LISTING APPENDIX

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COPYRIGHT NOTICE

A portion of the disclosure of this patent document contains material that is subject to copyright protection by the author thereof. The copyright owner has no objection to the facsimile reproduction by anyone of the patent document or patent disclosure for the purposes of referencing as patent prior art, as it appears in the Patent and Trademark Office, patent file or records, but otherwise reserves all copyright rights whatsoever.

BACKGROUND OF THE RELEVANT PRIOR ART

One or more embodiments of the invention generally relate to automotive security systems. More particularly, certain embodiments of the invention relate to an efficient automotive security camera system with support for networking multiple cameras.

The following background information may present examples of specific aspects of the prior art (e.g., without limitation, approaches, facts, or common wisdom) that, while expected to be helpful to further educate the reader as to additional aspects of the prior art, is not to be construed as limiting the present invention, or any embodiments thereof, to anything stated or implied therein or inferred thereupon.

The following is an example of a specific aspect in the prior art that, while expected to be helpful to further educate the reader as to additional aspects of the prior art, is not to be construed as limiting the present invention, or any embodiments thereof, to anything stated or implied therein or inferred thereupon. By way of educational background, another aspect of the prior art generally useful to be aware of is that conventional automotive security cameras typically utilize dash cams as a fundamental security means. The primary function of a dash cam may be to monitor driving activities. However, recent dash cams may include added security modes but are typically not very efficient in power and video recording.

Conventional dash cams may comprise a main processor and image sensor which, when used for security, may be used for motion detection of objects in front and behind the vehicle. In addition, conventional motion detection algorithms tend to have a high rate of false triggers because any object that moves is recorded. Objects in motion such as moving vehicles, animals, trees, and people in far distances can lead to a high number of false triggers and recorded videos. Furthermore, the high number of false-triggers may require a person to review a large number of videos, which can be inefficient. The high number of false triggers may also be power intensive because memory access and processing using the main processor and image sensor may consume a large amount of power. The power associated with continuously processing with the main processor and image sensor may be even more detrimental with higher definition video. To reduce the number of false-triggered videos recorded, the sensitivity in conventional dash cams can be reduced. There is a problem with this though as the reduction in sensitivity applies to all objects.

Dash cams typically rely on the vehicle's 12V battery system or an external battery not part of the dash cam system. This may be problematic because dash cams can drain the 12V batteries in vehicles. Alternatively, dash cams can be powered off when the engine is off, or powered off when the vehicle 12V battery goes below a certain threshold. While this approach of regulating the dash cam may be better than having the camera on continuously until the 12V battery supply is drained, it does not address the power consumption of the dash cam, but rather limits the dash cam's operation time.

Lastly, the number of networking ports on the main dash cam is typically limited to one physical connection, which is for a dash cam to be used on the vehicle's rear dash. Because conventional dash cam systems only utilize a front and a rear dash camera, incidents on the interior and side of vehicle are typically not recorded.

In view of the foregoing, it is clear that these traditional techniques are not perfect and leave room for more optimal approaches.

BRIEF DESCRIPTION OF THE DRAWINGS

The present invention is illustrated by way of example, and not by way of limitation, in the figures of the accompanying drawings and in which like reference numerals refer to similar elements and in which:

FIG. 1 illustrates an exemplary embodiment of an efficient automotive security camera system, in accordance with an embodiment of the present invention;

FIG. 2 illustrates exemplary hardware components of each camera in the efficient automotive security camera system of FIG. 1, in accordance with an embodiment of the present invention;

FIG. 3 illustrates an exemplary neural network data path implemented in the low-power domain of FIG. 2, in accordance with an embodiment of the present invention;

FIG. 4 illustrates an exemplary overall software and hardware flow showing how power is regulated in the high-performance domain by the low-power domain;

FIG. 5 is a block diagram depicting an exemplary client/server system which may be used by an exemplary web-enabled/networked embodiment of the present invention; and

FIG. 6 illustrates a block diagram depicting a conventional client/server communication system, which may be used by an exemplary web-enabled/networked embodiment of the present invention.

Unless otherwise indicated illustrations in the figures are not necessarily drawn to scale.

DETAILED DESCRIPTION OF SOME EMBODIMENTS

The present invention is best understood by reference to the detailed figures and description set forth herein.

Embodiments of the invention are discussed below with reference to the Figures. However, those skilled in the art will readily appreciate that the detailed description given herein with respect to these figures is for explanatory purposes as the invention extends beyond these limited embodiments. For example, it should be appreciated that those skilled in the art will, in light of the teachings of the present invention, recognize a multiplicity of alternate and suitable approaches, depending upon the needs of the particular application, to implement the functionality of any given detail described herein, beyond the particular implementation choices in the following embodiments described and shown. That is, there are modifications and variations of the invention that are too numerous to be listed but that all fit within the scope of the invention. Also, singular words should be read as plural and vice versa and masculine as feminine and vice versa, where appropriate, and alternative embodiments do not necessarily imply that the two are mutually exclusive.

It is to be further understood that the present invention is not limited to the particular methodology, compounds, materials, manufacturing techniques, uses, and applications, described herein, as these may vary. It is also to be understood that the terminology used herein is used for the purpose of describing particular embodiments only, and is not intended to limit the scope of the present invention. It must be noted that as used herein and in the appended claims, the singular forms “a,” “an,” and “the” include the plural reference unless the context clearly dictates otherwise. Thus, for example, a reference to “an element” is a reference to one or more elements and includes equivalents thereof known to those skilled in the art. Similarly, for another example, a reference to “a step” or “a means” is a reference to one or more steps or means and may include sub-steps and subservient means. All conjunctions used are to be understood in the most inclusive sense possible. Thus, the word “or” should be understood as having the definition of a logical “or” rather than that of a logical “exclusive or” unless the context clearly necessitates otherwise. Structures described herein are to be understood also to refer to functional equivalents of such structures. Language that may be construed to express approximation should be so understood unless the context clearly dictates otherwise.

All words of approximation as used in the present disclosure and claims should be construed to mean “approximate,” rather than “perfect,” and may accordingly be employed as a meaningful modifier to any other word, specified parameter, quantity, quality, or concept. Words of approximation, include, yet are not limited to terms such as “substantial”, “nearly”, “almost”, “about”, “generally”, “largely”, “essentially”, “closely approximate”, etc.

As will be established in some detail below, it is well settled law, as early as 1939, that words of approximation are not indefinite in the claims even when such limits are not defined or specified in the specification.

For example, see Ex parte Mallory, 52 USPQ 297, 297 (Pat. Off. Bd. App. 1941) where the court said “The examiner has held that most of the claims are inaccurate because apparently the laminar film will not be entirely eliminated. The claims specify that the film is “substantially” eliminated and for the intended purpose, it is believed that the slight portion of the film which may remain is negligible. We are of the view, therefore, that the claims may be regarded as sufficiently accurate.”

Note that claims need only “reasonably apprise those skilled in the art” as to their scope to satisfy the definiteness requirement. See Energy Absorption Sys., Inc. v. Roadway Safety Servs., Inc., Civ. App. 96-1264, slip op. at 10 (Fed. Cir. Jul. 3, 1997) (unpublished) Hybridtech v. Monoclonal Antibodies, Inc., 802 F.2d 1367, 1385, 231 USPQ 81, 94 (Fed. Cir. 1986), cert. denied, 480 U.S. 947 (1987). In addition, the use of modifiers in the claim, like “generally” and “substantial,” does not by itself render the claims indefinite. See Seattle Box Co. v. Industrial Crating & Packing, Inc., 731 F.2d 818, 828-29, 221 USPQ 568, 575-76 (Fed. Cir. 1984).

Moreover, the ordinary and customary meaning of terms like “substantially” includes “reasonably close to: nearly, almost, about”, connoting a term of approximation. See In re Frye, Appeal No. 2009-006013, 94 USPQ2d 1072, 1077, 2010 WL 889747 (B.P.A.I. 2010) Depending on its usage, the word “substantially” can denote either language of approximation or language of magnitude. Deering Precision Instruments, L.L.C. v. Vector Distribution Sys., Inc., 347 F.3d 1314, 1323 (Fed. Cir. 2003) (recognizing the “dual ordinary meaning of th[e] term [“substantially”] as connoting a term of approximation or a term of magnitude”). Here, when referring to the “substantially halfway” limitation, the Specification uses the word “approximately” as a substitute for the word “substantially” (Fact 4). (Fact 4). The ordinary meaning of “substantially halfway” is thus reasonably close to or nearly at the midpoint between the forwardmost point of the upper or outsole and the rearwardmost point of the upper or outsole.

Similarly, the term ‘substantially’ is well recognize in case law to have the dual ordinary meaning of connoting a term of approximation or a term of magnitude. See Dana Corp. v. American Axle & Manufacturing, Inc., Civ. App. 04-1116, 2004 U.S. App. LEXIS 18265, *13-14 (Fed. Cir. Aug. 27, 2004) (unpublished). The term “substantially” is commonly used by claim drafters to indicate approximation. See Cordis Corp. v. Medtronic AVE Inc., 339 F.3d 1352, 1360 (Fed. Cir. 2003) (“The patents do not set out any numerical standard by which to determine whether the thickness of the wall surface is ‘substantially uniform.’ The term ‘substantially,’ as used in this context, denotes approximation. Thus, the walls must be of largely or approximately uniform thickness.”); see also Deering Precision Instruments, LLC v. Vector Distribution Sys., Inc., 347 F.3d 1314, 1322 (Fed. Cir. 2003); Epcon Gas Sys., Inc. v. Bauer Compressors, Inc., 279 F.3d 1022, 1031 (Fed. Cir. 2002). We find that the term “substantially” was used in just such a manner in the claims of the patents-in-suit: “substantially uniform wall thickness” denotes a wall thickness with approximate uniformity.

It should also be noted that such words of approximation as contemplated in the foregoing clearly limits the scope of claims such as saying ‘generally parallel’ such that the adverb ‘generally’ does not broaden the meaning of parallel. Accordingly, it is well settled that such words of approximation as contemplated in the foregoing (e.g., like the phrase ‘generally parallel’) envisions some amount of deviation from perfection (e.g., not exactly parallel), and that such words of approximation as contemplated in the foregoing are descriptive terms commonly used in patent claims to avoid a strict numerical boundary to the specified parameter. To the extent that the plain language of the claims relying on such words of approximation as contemplated in the foregoing are clear and uncontradicted by anything in the written description herein or the figures thereof, it is improper to rely upon the present written description, the figures, or the prosecution history to add limitations to any of the claim of the present invention with respect to such words of approximation as contemplated in the foregoing. That is, under such circumstances, relying on the written description and prosecution history to reject the ordinary and customary meanings of the words themselves is impermissible. See, for example, Liquid Dynamics Corp. v. Vaughan Co., 355 F.3d 1361, 69 USPQ2d 1595, 1600-01 (Fed. Cir. 2004). The plain language of phrase 2 requires a “substantial helical flow.” The term “substantial” is a meaningful modifier implying “approximate,” rather than “perfect.” In Cordis Corp. v. Medtronic AVE, Inc., 339 F.3d 1352, 1361 (Fed. Cir. 2003), the district court imposed a precise numeric constraint on the term “substantially uniform thickness.” We noted that the proper interpretation of this term was “of largely or approximately uniform thickness” unless something in the prosecution history imposed the “clear and unmistakable disclaimer” needed for narrowing beyond this simple-language interpretation. Id. In Anchor Wall Systems v. Rockwood Retaining Walls, Inc., 340 F.3d 1298, 1311 (Fed. Cir. 2003)” Id. at 1311. Similarly, the plain language of Claim 1 requires neither a perfectly helical flow nor a flow that returns precisely to the center after one rotation (a limitation that arises only as a logical consequence of requiring a perfectly helical flow).

The reader should appreciate that case law generally recognizes a dual ordinary meaning of such words of approximation, as contemplated in the foregoing, as connoting a term of approximation or a term of magnitude; e.g., see Deering Precision Instruments, L.L.C. v. Vector Distrib. Sys., Inc., 347 F.3d 1314, 68 USPQ2d 1716, 1721 (Fed. Cir. 2003), cert. denied, 124 S. Ct. 1426 (2004) where the court was asked to construe the meaning of the term “substantially” in a patent claim. Also see Epcon, 279 F.3d at 1031 (“The phrase ‘substantially constant’ denotes language of approximation, while the phrase ‘substantially below’ signifies language of magnitude, i.e., not insubstantial.”). Also, see, e.g., Epcon Gas Sys., Inc. v. Bauer Compressors, Inc., 279 F.3d 1022 (Fed. Cir. 2002) (construing the terms “substantially constant” and “substantially below”); Zodiac Pool Care, Inc. v. Hoffinger Indus., Inc., 206 F.3d 1408 (Fed. Cir. 2000) (construing the term “substantially inward”); York Prods., Inc. v. Cent. Tractor Farm & Family Ctr., 99 F.3d 1568 (Fed. Cir. 1996) (construing the term “substantially the entire height thereof”); Tex. Instruments Inc. v. Cypress Semiconductor Corp., 90 F.3d 1558 (Fed. Cir. 1996) (construing the term “substantially in the common plane”). In conducting their analysis, the court instructed to begin with the ordinary meaning of the claim terms to one of ordinary skill in the art. Prima Tek, 318 F.3d at 1148. Reference to dictionaries and our cases indicates that the term “substantially” has numerous ordinary meanings. As the district court stated, “substantially” can mean “significantly” or “considerably.” The term “substantially” can also mean “largely” or “essentially.” Webster's New 20th Century Dictionary 1817 (1983).

Words of approximation, as contemplated in the foregoing, may also be used in phrases establishing approximate ranges or limits, where the end points are inclusive and approximate, not perfect; e.g., see AK Steel Corp. v. Sollac, 344 F.3d 1234, 68 USPQ2d 1280, 1285 (Fed. Cir. 2003) where it where the court said [W]e conclude that the ordinary meaning of the phrase “up to about 10%” includes the “about 10%” endpoint. As pointed out by AK Steel, when an object of the preposition “up to” is nonnumeric, the most natural meaning is to exclude the object (e.g., painting the wall up to the door). On the other hand, as pointed out by Sollac, when the object is a numerical limit, the normal meaning is to include that upper numerical limit (e.g., counting up to ten, seating capacity for up to seven passengers). Because we have here a numerical limit—“about 10%”—the ordinary meaning is that that endpoint is included.

In the present specification and claims, a goal of employment of such words of approximation, as contemplated in the foregoing, is to avoid a strict numerical boundary to the modified specified parameter, as sanctioned by Pall Corp. v. Micron Separations, Inc., 66 F.3d 1211, 1217, 36 USPQ2d 1225, 1229 (Fed. Cir. 1995) where it states “It is well established that when the term “substantially” serves reasonably to describe the subject matter so that its scope would be understood by persons in the field of the invention, and to distinguish the claimed subject matter from the prior art, it is not indefinite.” Likewise see Verve LLC v. Crane Cams Inc., 311 F.3d 1116, 65 USPQ2d 1051, 1054 (Fed. Cir. 2002). Expressions such as “substantially” are used in patent documents when warranted by the nature of the invention, in order to accommodate the minor variations that may be appropriate to secure the invention. Such usage may well satisfy the charge to “particularly point out and distinctly claim” the invention, 35 U.S.C. § 112, and indeed may be necessary in order to provide the inventor with the benefit of his invention. In Andrew Corp. v. Gabriel Elecs. Inc., 847 F.2d 819, 821-22, 6 USPQ2d 2010, 2013 (Fed. Cir. 1988) the court explained that usages such as “substantially equal” and “closely approximate” may serve to describe the invention with precision appropriate to the technology and without intruding on the prior art. The court again explained in Ecolab Inc. v. Envirochem, Inc., 264 F.3d 1358, 1367, 60 USPQ2d 1173, 1179 (Fed. Cir. 2001) that “like the term ‘about,’ the term ‘substantially’ is a descriptive term commonly used in patent claims to ‘avoid a strict numerical boundary to the specified parameter, see Ecolab Inc. v. Envirochem Inc., 264 F.3d 1358, 60 USPQ2d 1173, 1179 (Fed. Cir. 2001) where the court found that the use of the term “substantially” to modify the term “uniform” does not render this phrase so unclear such that there is no means by which to ascertain the claim scope.

Similarly, other courts have noted that like the term “about,” the term “substantially” is a descriptive term commonly used in patent claims to “avoid a strict numerical boundary to the specified parameter.”; e.g., see Pall Corp. v. Micron Seps., 66 F.3d 1211, 1217, 36 USPQ2d 1225, 1229 (Fed. Cir. 1995); see, e.g., Andrew Corp. v. Gabriel Elecs. Inc., 847 F.2d 819, 821-22, 6 USPQ2d 2010, 2013 (Fed. Cir. 1988) (noting that terms such as “approach each other,” “close to,” “substantially equal,” and “closely approximate” are ubiquitously used in patent claims and that such usages, when serving reasonably to describe the claimed subject matter to those of skill in the field of the invention, and to distinguish the claimed subject matter from the prior art, have been accepted in patent examination and upheld by the courts). In this case, “substantially” avoids the strict 100% nonuniformity boundary.

Indeed, the foregoing sanctioning of such words of approximation, as contemplated in the foregoing, has been established as early as 1939, see Ex parte Mallory, 52 USPQ 297, 297 (Pat. Off. Bd. App. 1941) where, for example, the court said “the claims specify that the film is “substantially” eliminated and for the intended purpose, it is believed that the slight portion of the film which may remain is negligible. We are of the view, therefore, that the claims may be regarded as sufficiently accurate.” Similarly, In re Hutchison, 104 F.2d 829, 42 USPQ 90, 93 (C.C.P.A. 1939) the court said “It is realized that “substantial distance” is a relative and somewhat indefinite term, or phrase, but terms and phrases of this character are not uncommon in patents in cases where, according to the art involved, the meaning can be determined with reasonable clearness.”

Hence, for at least the forgoing reason, Applicants submit that it is improper for any examiner to hold as indefinite any claims of the present patent that employ any words of approximation.

Unless defined otherwise, all technical and scientific terms used herein have the same meanings as commonly understood by one of ordinary skill in the art to which this invention belongs. Methods, techniques, devices, and materials are described, although any methods, techniques, devices, or materials similar or equivalent to those described herein may be used in the practice or testing of the present invention. Structures described herein are to be understood also to refer to functional equivalents of such structures. The present invention will be described in detail below with reference to embodiments thereof as illustrated in the accompanying drawings.

References to a “device,” an “apparatus,” a “system,” etc., in the preamble of a claim should be construed broadly to mean “any structure meeting the claim terms” exempt for any specific structure(s)/type(s) that has/(have) been explicitly disavowed or excluded or admitted/implied as prior art in the present specification or incapable of enabling an object/aspect/goal of the invention. Furthermore, where the present specification discloses an object, aspect, function, goal, result, or advantage of the invention that a specific prior art structure and/or method step is similarly capable of performing yet in a very different way, the present invention disclosure is intended to and shall also implicitly include and cover additional corresponding alternative embodiments that are otherwise identical to that explicitly disclosed except that they exclude such prior art structure(s)/step(s), and shall accordingly be deemed as providing sufficient disclosure to support a corresponding negative limitation in a claim claiming such alternative embodiment(s), which exclude such very different prior art structure(s)/step(s) way(s).

From reading the present disclosure, other variations and modifications will be apparent to persons skilled in the art. Such variations and modifications may involve equivalent and other features which are already known in the art, and which may be used instead of or in addition to features already described herein.

Although Claims have been formulated in this Application to particular combinations of features, it should be understood that the scope of the disclosure of the present invention also includes any novel feature or any novel combination of features disclosed herein either explicitly or implicitly or any generalization thereof, whether or not it relates to the same invention as presently claimed in any Claim and whether or not it mitigates any or all of the same technical problems as does the present invention.

Features which are described in the context of separate embodiments may also be provided in combination in a single embodiment. Conversely, various features which are, for brevity, described in the context of a single embodiment, may also be provided separately or in any suitable subcombination. The Applicants hereby give notice that new Claims may be formulated to such features and/or combinations of such features during the prosecution of the present Application or of any further Application derived therefrom.

References to “one embodiment,” “an embodiment,” “example embodiment,” “various embodiments,” “some embodiments,” “embodiments of the invention,” etc., may indicate that the embodiment(s) of the invention so described may include a particular feature, structure, or characteristic, but not every possible embodiment of the invention necessarily includes the particular feature, structure, or characteristic. Further, repeated use of the phrase “in one embodiment,” or “in an exemplary embodiment,” “an embodiment,” do not necessarily refer to the same embodiment, although they may. Moreover, any use of phrases like “embodiments” in connection with “the invention” are never meant to characterize that all embodiments of the invention must include the particular feature, structure, or characteristic, and should instead be understood to mean “at least some embodiments of the invention” include the stated particular feature, structure, or characteristic.

References to “user”, or any similar term, as used herein, may mean a human or non-human user thereof. Moreover, “user”, or any similar term, as used herein, unless expressly stipulated otherwise, is contemplated to mean users at any stage of the usage process, to include, without limitation, direct user(s), intermediate user(s), indirect user(s), and end user(s). The meaning of “user”, or any similar term, as used herein, should not be otherwise inferred or induced by any pattern(s) of description, embodiments, examples, or referenced prior-art that may (or may not) be provided in the present patent.

References to “end user”, or any similar term, as used herein, is generally intended to mean late stage user(s) as opposed to early stage user(s). Hence, it is contemplated that there may be a multiplicity of different types of “end user” near the end stage of the usage process. Where applicable, especially with respect to distribution channels of embodiments of the invention comprising consumed retail products/services thereof (as opposed to sellers/vendors or Original Equipment Manufacturers), examples of an “end user” may include, without limitation, a “consumer”, “buyer”, “customer”, “purchaser”, “shopper”, “enjoyer”, “viewer”, or individual person or non-human thing benefiting in any way, directly or indirectly, from use of or interaction, with some aspect of the present invention.

In some situations, some embodiments of the present invention may provide beneficial usage to more than one stage or type of usage in the foregoing usage process. In such cases where multiple embodiments targeting various stages of the usage process are described, references to “end user”, or any similar term, as used therein, are generally intended to not include the user that is the furthest removed, in the foregoing usage process, from the final user therein of an embodiment of the present invention.

Where applicable, especially with respect to retail distribution channels of embodiments of the invention, intermediate user(s) may include, without limitation, any individual person or non-human thing benefiting in any way, directly or indirectly, from use of, or interaction with, some aspect of the present invention with respect to selling, vending, Original Equipment Manufacturing, marketing, merchandising, distributing, service providing, and the like thereof.

References to “person”, “individual”, “human”, “a party”, “animal”, “creature”, or any similar term, as used herein, even if the context or particular embodiment implies living user, maker, or participant, it should be understood that such characterizations are sole by way of example, and not limitation, in that it is contemplated that any such usage, making, or participation by a living entity in connection with making, using, and/or participating, in any way, with embodiments of the present invention may be substituted by such similar performed by a suitably configured non-living entity, to include, without limitation, automated machines, robots, humanoids, computational systems, information processing systems, artificially intelligent systems, and the like. It is further contemplated that those skilled in the art will readily recognize the practical situations where such living makers, users, and/or participants with embodiments of the present invention may be in whole, or in part, replaced with such non-living makers, users, and/or participants with embodiments of the present invention. Likewise, when those skilled in the art identify such practical situations where such living makers, users, and/or participants with embodiments of the present invention may be in whole, or in part, replaced with such non-living makers, it will be readily apparent in light of the teachings of the present invention how to adapt the described embodiments to be suitable for such non-living makers, users, and/or participants with embodiments of the present invention. Thus, the invention is thus to also cover all such modifications, equivalents, and alternatives falling within the spirit and scope of such adaptations and modifications, at least in part, for such non-living entities.

Headings provided herein are for convenience and are not to be taken as limiting the disclosure in any way.

The enumerated listing of items does not imply that any or all of the items are mutually exclusive, unless expressly specified otherwise.

It is understood that the use of specific component, device and/or parameter names are for example only and not meant to imply any limitations on the invention. The invention may thus be implemented with different nomenclature/terminology utilized to describe the mechanisms/units/structures/components/devices/parameters herein, without limitation. Each term utilized herein is to be given its broadest interpretation given the context in which that term is utilized.

Terminology. The following paragraphs provide definitions and/or context for terms found in this disclosure (including the appended claims):

“Comprising” And “contain” and variations of them—Such terms are open-ended and mean “including but not limited to”. When employed in the appended claims, this term does not foreclose additional structure or steps. Consider a claim that recites: “A memory controller comprising a system cache . . . .” Such a claim does not foreclose the memory controller from including additional components (e.g., a memory channel unit, a switch).

“Configured To.” Various units, circuits, or other components may be described or claimed as “configured to” perform a task or tasks. In such contexts, “configured to” or “operable for” is used to connote structure by indicating that the mechanisms/units/circuits/components include structure (e.g., circuitry and/or mechanisms) that performs the task or tasks during operation. As such, the mechanisms/unit/circuit/component can be said to be configured to (or be operable) for perform(ing) the task even when the specified mechanisms/unit/circuit/component is not currently operational (e.g., is not on). The mechanisms/units/circuits/components used with the “configured to” or “operable for” language include hardware—for example, mechanisms, structures, electronics, circuits, memory storing program instructions executable to implement the operation, etc. Reciting that a mechanism/unit/circuit/component is “configured to” or “operable for” perform(ing) one or more tasks is expressly intended not to invoke 35 U.S.C. .sctn.112, sixth paragraph, for that mechanism/unit/circuit/component. “Configured to” may also include adapting a manufacturing process to fabricate devices or components that are adapted to implement or perform one or more tasks.

“Based On.” As used herein, this term is used to describe one or more factors that affect a determination. This term does not foreclose additional factors that may affect a determination. That is, a determination may be solely based on those factors or based, at least in part, on those factors. Consider the phrase “determine A based on B.” While B may be a factor that affects the determination of A, such a phrase does not foreclose the determination of A from also being based on C. In other instances, A may be determined based solely on B.

The terms “a”, “an” and “the” mean “one or more”, unless expressly specified otherwise.

All terms of exemplary language (e.g., including, without limitation, “such as”, “like”, “for example”, “for instance”, “similar to”, etc.) are not exclusive of any other, potentially, unrelated, types of examples; thus, implicitly mean “by way of example, and not limitation . . . ”, unless expressly specified otherwise.

Unless otherwise indicated, all numbers expressing conditions, concentrations, dimensions, and so forth used in the specification and claims are to be understood as being modified in all instances by the term “about.” Accordingly, unless indicated to the contrary, the numerical parameters set forth in the following specification and attached claims are approximations that may vary depending at least upon a specific analytical technique.

The term “comprising,” which is synonymous with “including,” “containing,” or “characterized by” is inclusive or open-ended and does not exclude additional, unrecited elements or method steps. “Comprising” is a term of art used in claim language which means that the named claim elements are essential, but other claim elements may be added and still form a construct within the scope of the claim.

As used herein, the phase “consisting of” excludes any element, step, or ingredient not specified in the claim. When the phrase “consists of” (or variations thereof) appears in a clause of the body of a claim, rather than immediately following the preamble, it limits only the element set forth in that clause; other elements are not excluded from the claim as a whole. As used herein, the phase “consisting essentially of” and “consisting of” limits the scope of a claim to the specified elements or method steps, plus those that do not materially affect the basis and novel characteristic(s) of the claimed subject matter (see Norian Corp. v Stryker Corp., 363 F.3d 1321, 1331-32, 70 USPQ2d 1508, Fed. Cir. 2004). Moreover, for any claim of the present invention which claims an embodiment “consisting essentially of” or “consisting of” a certain set of elements of any herein described embodiment it shall be understood as obvious by those skilled in the art that the present invention also covers all possible varying scope variants of any described embodiment(s) that are each exclusively (i.e., “consisting essentially of”) functional subsets or functional combination thereof such that each of these plurality of exclusive varying scope variants each consists essentially of any functional subset(s) and/or functional combination(s) of any set of elements of any described embodiment(s) to the exclusion of any others not set forth therein. That is, it is contemplated that it will be obvious to those skilled how to create a multiplicity of alternate embodiments of the present invention that simply consisting essentially of a certain functional combination of elements of any described embodiment(s) to the exclusion of any others not set forth therein, and the invention thus covers all such exclusive embodiments as if they were each described herein.

With respect to the terms “comprising,” “consisting of,” and “consisting essentially of,” where one of these three terms is used herein, the disclosed and claimed subject matter may include the use of either of the other two terms. Thus in some embodiments not otherwise explicitly recited, any instance of “comprising” may be replaced by “consisting of” or, alternatively, by “consisting essentially of”, and thus, for the purposes of claim support and construction for “consisting of” format claims, such replacements operate to create yet other alternative embodiments “consisting essentially of” only the elements recited in the original “comprising” embodiment to the exclusion of all other elements.

Moreover, any claim limitation phrased in functional limitation terms covered by 35 USC § 112(6) (post AIA 112(f)) which has a preamble invoking the closed terms “consisting of,” or “consisting essentially of,” should be understood to mean that the corresponding structure(s) disclosed herein define the exact metes and bounds of what the so claimed invention embodiment(s) consists of, or consisting essentially of, to the exclusion of any other elements which do not materially affect the intended purpose of the so claimed embodiment(s).

Devices or system modules that are in at least general communication with each other need not be in continuous communication with each other, unless expressly specified otherwise. In addition, devices or system modules that are in at least general communication with each other may communicate directly or indirectly through one or more intermediaries. Moreover, it is understood that any system components described or named in any embodiment or claimed herein may be grouped or sub-grouped (and accordingly implicitly renamed) in any combination or sub-combination as those skilled in the art can imagine as suitable for the particular application, and still be within the scope and spirit of the claimed embodiments of the present invention. For an example of what this means, if the invention was a controller of a motor and a valve and the embodiments and claims articulated those components as being separately grouped and connected, applying the foregoing would mean that such an invention and claims would also implicitly cover the valve being grouped inside the motor and the controller being a remote controller with no direct physical connection to the motor or internalized valve, as such the claimed invention is contemplated to cover all ways of grouping and/or adding of intermediate components or systems that still substantially achieve the intended result of the invention.

A description of an embodiment with several components in communication with each other does not imply that all such components are required. On the contrary varieties of optional components are described to illustrate the wide variety of possible embodiments of the present invention.

As is well known to those skilled in the art many careful considerations and compromises typically must be made when designing for the optimal manufacture of a commercial implementation any system, and in particular, the embodiments of the present invention. A commercial implementation in accordance with the spirit and teachings of the present invention may configured according to the needs of the particular application, whereby any aspect(s), feature(s), function(s), result(s), component(s), approach(es), or step(s) of the teachings related to any described embodiment of the present invention may be suitably omitted, included, adapted, mixed and matched, or improved and/or optimized by those skilled in the art, using their average skills and known techniques, to achieve the desired implementation that addresses the needs of the particular application.

In the following description and claims, the terms “coupled” and “connected,” along with their derivatives, may be used. It should be understood that these terms are not intended as synonyms for each other. Rather, in particular embodiments, “connected” may be used to indicate that two or more elements are in direct physical or electrical contact with each other. “Coupled” may mean that two or more elements are in direct physical or electrical contact. However, “coupled” may also mean that two or more elements are not in direct contact with each other, but yet still cooperate or interact with each other.

A “computer” may refer to one or more apparatus and/or one or more systems that are capable of accepting a structured input, processing the structured input according to prescribed rules, and producing results of the processing as output. Examples of a computer may include: a computer; a stationary and/or portable computer; a computer having a single processor, multiple processors, or multi-core processors, which may operate in parallel and/or not in parallel; a general purpose computer; a supercomputer; a mainframe; a super mini-computer; a mini-computer; a workstation; a micro-computer; a server; a client; an interactive television; a web appliance; a telecommunications device with internet access; a hybrid combination of a computer and an interactive television; a portable computer; a tablet personal computer (PC); a personal digital assistant (PDA); a portable telephone; application-specific hardware to emulate a computer and/or software, such as, for example, a digital signal processor (DSP), a field-programmable gate array (FPGA), an application specific integrated circuit (ASIC), an application specific instruction-set processor (ASIP), a chip, chips, a system on a chip, or a chip set; a data acquisition device; an optical computer; a quantum computer; a biological computer; and generally, an apparatus that may accept data, process data according to one or more stored software programs, generate results, and typically include input, output, storage, arithmetic, logic, and control units.

Those of skill in the art will appreciate that where appropriate, some embodiments of the disclosure may be practiced in network computing environments with many types of computer system configurations, including personal computers, hand-held devices, multi-processor systems, microprocessor-based or programmable consumer electronics, network PCs, minicomputers, mainframe computers, and the like. Where appropriate, embodiments may also be practiced in distributed computing environments where tasks are performed by local and remote processing devices that are linked (either by hardwired links, wireless links, or by a combination thereof) through a communications network. In a distributed computing environment, program modules may be located in both local and remote memory storage devices.

“Software” may refer to prescribed rules to operate a computer. Examples of software may include: code segments in one or more computer-readable languages; graphical and or/textual instructions; applets; pre-compiled code; interpreted code; compiled code; and computer programs.

While embodiments herein may be discussed in terms of a processor having a certain number of bit instructions/data, those skilled in the art will know others that may be suitable such as 16 bits, 32 bits, 64 bits, 128s or 256 bit processors or processing, which can usually alternatively be used. Where a specified logical sense is used, the opposite logical sense is also intended to be encompassed.

The example embodiments described herein can be implemented in an operating environment comprising computer-executable instructions (e.g., software) installed on a computer, in hardware, or in a combination of software and hardware. The computer-executable instructions can be written in a computer programming language or can be embodied in firmware logic. If written in a programming language conforming to a recognized standard, such instructions can be executed on a variety of hardware platforms and for interfaces to a variety of operating systems. Although not limited thereto, computer software program code for carrying out operations for aspects of the present invention can be written in any combination of one or more suitable programming languages, including an object oriented programming languages and/or conventional procedural programming languages, and/or programming languages such as, for example, Hyper text Markup Language (HTML), Dynamic HTML, Extensible Markup Language (XML), Extensible Stylesheet Language (XSL), Document Style Semantics and Specification Language (DSSSL), Cascading Style Sheets (CSS), Synchronized Multimedia Integration Language (SMIL), Wireless Markup Language (WML), Java™, Jini™, C, C++, Smalltalk, Perl, UNIX Shell, Visual Basic or Visual Basic Script, Virtual Reality Markup Language (VRML), ColdFusion™ or other compilers, assemblers, interpreters or other computer languages or platforms.

Computer program code for carrying out operations for aspects of the present invention may be written in any combination of one or more programming languages, including an object oriented programming language such as Java, Smalltalk, C++ or the like and conventional procedural programming languages, such as the “C” programming language or similar programming languages. The program code may execute entirely on the user's computer, partly on the user's computer, as a stand-alone software package, partly on the user's computer and partly on a remote computer or entirely on the remote computer or server. In the latter scenario, the remote computer may be connected to the user's computer through any type of network, including a local area network (LAN) or a wide area network (WAN), or the connection may be made to an external computer (for example, through the Internet using an Internet Service Provider).

A network is a collection of links and nodes (e.g., multiple computers and/or other devices connected together) arranged so that information may be passed from one part of the network to another over multiple links and through various nodes. Examples of networks include the Internet, the public switched telephone network, the global Telex network, computer networks (e.g., an intranet, an extranet, a local-area network, or a wide-area network), wired networks, and wireless networks.

The Internet is a worldwide network of computers and computer networks arranged to allow the easy and robust exchange of information between computer users. Hundreds of millions of people around the world have access to computers connected to the Internet via Internet Service Providers (ISPs). Content providers (e.g., website owners or operators) place multimedia information (e.g., text, graphics, audio, video, animation, and other forms of data) at specific locations on the Internet referred to as webpages. Websites comprise a collection of connected, or otherwise related, webpages. The combination of all the websites and their corresponding webpages on the Internet is generally known as the World Wide Web (WWW) or simply the Web.

Aspects of the present invention are described below with reference to flowchart illustrations and/or block diagrams of methods, apparatus (systems) and computer program products according to embodiments of the invention. It will be understood that each block of the flowchart illustrations and/or block diagrams, and combinations of blocks in the flowchart illustrations and/or block diagrams, can be implemented by computer program instructions. These computer program instructions may be provided to a processor of a general purpose computer, special purpose computer, or other programmable data processing apparatus to produce a machine, such that the instructions, which execute via the processor of the computer or other programmable data processing apparatus, create means for implementing the functions/acts specified in the flowchart and/or block diagram block or blocks.

The flowchart and block diagrams in the figures illustrate the architecture, functionality, and operation of possible implementations of systems, methods and computer program products according to various embodiments. In this regard, each block in the flowchart or block diagrams may represent a module, segment, or portion of code, which comprises one or more executable instructions for implementing the specified logical function(s). It should also be noted that, in some alternative implementations, the functions noted in the block may occur out of the order noted in the figures. For example, two blocks shown in succession may, in fact, be executed substantially concurrently, or the blocks may sometimes be executed in the reverse order, depending upon the functionality involved. It will also be noted that each block of the block diagrams and/or flowchart illustration, and combinations of blocks in the block diagrams and/or flowchart illustration, can be implemented by special purpose hardware-based systems that perform the specified functions or acts, or combinations of special purpose hardware and computer instructions.

These computer program instructions may also be stored in a computer readable medium that can direct a computer, other programmable data processing apparatus, or other devices to function in a particular manner, such that the instructions stored in the computer readable medium produce an article of manufacture including instructions which implement the function/act specified in the flowchart and/or block diagram block or blocks.

Further, although process steps, method steps, algorithms or the like may be described in a sequential order, such processes, methods and algorithms may be configured to work in alternate orders. In other words, any sequence or order of steps that may be described does not necessarily indicate a requirement that the steps be performed in that order. The steps of processes described herein may be performed in any order practical. Further, some steps may be performed simultaneously.

It will be readily apparent that the various methods and algorithms described herein may be implemented by, e.g., appropriately programmed general purpose computers and computing devices. Typically a processor (e.g., a microprocessor) will receive instructions from a memory or like device, and execute those instructions, thereby performing a process defined by those instructions. Further, programs that implement such methods and algorithms may be stored and transmitted using a variety of known media.

When a single device or article is described herein, it will be readily apparent that more than one device/article (whether or not they cooperate) may be used in place of a single device/article. Similarly, where more than one device or article is described herein (whether or not they cooperate), it will be readily apparent that a single device/article may be used in place of the more than one device or article.

The functionality and/or the features of a device may be alternatively embodied by one or more other devices which are not explicitly described as having such functionality/features. Thus, other embodiments of the present invention need not include the device itself.

The term “computer-readable medium” as used herein refers to any medium that participates in providing data (e.g., instructions) which may be read by a computer, a processor or a like device. Such a medium may take many forms, including but not limited to, non-volatile media, volatile media, and transmission media. Non-volatile media include, for example, optical or magnetic disks and other persistent memory. Volatile media include dynamic random access memory (DRAM), which typically constitutes the main memory. Transmission media include coaxial cables, copper wire and fiber optics, including the wires that comprise a system bus coupled to the processor. Transmission media may include or convey acoustic waves, light waves and electromagnetic emissions, such as those generated during radio frequency (RF) and infrared (IR) data communications. Common forms of computer-readable media include, for example, a floppy disk, a flexible disk, hard disk, magnetic tape, any other magnetic medium, a CD-ROM, DVD, any other optical medium, punch cards, paper tape, any other physical medium with patterns of holes, a RAM, a PROM, an EPROM, a FLASH-EEPROM, removable media, flash memory, a “memory stick”, any other memory chip or cartridge, a carrier wave as described hereinafter, or any other medium from which a computer can read.

Various forms of computer readable media may be involved in carrying sequences of instructions to a processor. For example, sequences of instruction (i) may be delivered from RAM to a processor, (ii) may be carried over a wireless transmission medium, and/or (iii) may be formatted according to numerous formats, standards or protocols, such as Bluetooth, TDMA, CDMA, 3G.

Where databases are described, it will be understood by one of ordinary skill in the art that (i) alternative database structures to those described may be readily employed, (ii) other memory structures besides databases may be readily employed. Any schematic illustrations and accompanying descriptions of any sample databases presented herein are exemplary arrangements for stored representations of information. Any number of other arrangements may be employed besides those suggested by the tables shown. Similarly, any illustrated entries of the databases represent exemplary information only; those skilled in the art will understand that the number and content of the entries can be different from those illustrated herein. Further, despite any depiction of the databases as tables, an object-based model could be used to store and manipulate the data types of the present invention and likewise, object methods or behaviors can be used to implement the processes of the present invention.

A “computer system” may refer to a system having one or more computers, where each computer may include a computer-readable medium embodying software to operate the computer or one or more of its components. Examples of a computer system may include: a distributed computer system for processing information via computer systems linked by a network; two or more computer systems connected together via a network for transmitting and/or receiving information between the computer systems; a computer system including two or more processors within a single computer; and one or more apparatuses and/or one or more systems that may accept data, may process data in accordance with one or more stored software programs, may generate results, and typically may include input, output, storage, arithmetic, logic, and control units.

A “network” may refer to a number of computers and associated devices that may be connected by communication facilities. A network may involve permanent connections such as cables or temporary connections such as those made through telephone or other communication links. A network may further include hard-wired connections (e.g., coaxial cable, twisted pair, optical fiber, waveguides, etc.) and/or wireless connections (e.g., radio frequency waveforms, free-space optical waveforms, acoustic waveforms, etc.). Examples of a network may include: an internet, such as the Internet; an intranet; a local area network (LAN); a wide area network (WAN); and a combination of networks, such as an internet and an intranet.

As used herein, the “client-side” application should be broadly construed to refer to an application, a page associated with that application, or some other resource or function invoked by a client-side request to the application. A “browser” as used herein is not intended to refer to any specific browser (e.g., Internet Explorer, Safari, FireFox, or the like), but should be broadly construed to refer to any client-side rendering engine that can access and display Internet-accessible resources. A “rich” client typically refers to a non-HTTP based client-side application, such as an SSH or CFIS client. Further, while typically the client-server interactions occur using HTTP, this is not a limitation either. The client server interaction may be formatted to conform to the Simple Object Access Protocol (SOAP) and travel over HTTP (over the public Internet), FTP, or any other reliable transport mechanism (such as IBM® MQSeries® technologies and CORBA, for transport over an enterprise intranet) may be used. Any application or functionality described herein may be implemented as native code, by providing hooks into another application, by facilitating use of the mechanism as a plug-in, by linking to the mechanism, and the like.

Exemplary networks may operate with any of a number of protocols, such as Internet protocol (IP), asynchronous transfer mode (ATM), and/or synchronous optical network (SONET), user datagram protocol (UDP), IEEE 802.x, etc.

Embodiments of the present invention may include apparatuses for performing the operations disclosed herein. An apparatus may be specially constructed for the desired purposes, or it may comprise a general-purpose device selectively activated or reconfigured by a program stored in the device.

Embodiments of the invention may also be implemented in one or a combination of hardware, firmware, and software. They may be implemented as instructions stored on a machine-readable medium, which may be read and executed by a computing platform to perform the operations described herein.

More specifically, as will be appreciated by one skilled in the art, aspects of the present invention may be embodied as a system, method or computer program product. Accordingly, aspects of the present invention may take the form of an entirely hardware embodiment, an entirely software embodiment (including firmware, resident software, micro-code, etc.) or an embodiment combining software and hardware aspects that may all generally be referred to herein as a “circuit,” “module” or “system.” Furthermore, aspects of the present invention may take the form of a computer program product embodied in one or more computer readable medium(s) having computer readable program code embodied thereon.

In the following description and claims, the terms “computer program medium” and “computer readable medium” may be used to generally refer to media such as, but not limited to, removable storage drives, a hard disk installed in hard disk drive, and the like. These computer program products may provide software to a computer system. Embodiments of the invention may be directed to such computer program products.

An algorithm is here, and generally, considered to be a self-consistent sequence of acts or operations leading to a desired result. These include physical manipulations of physical quantities. Usually, though not necessarily, these quantities take the form of electrical or magnetic signals capable of being stored, transferred, combined, compared, and otherwise manipulated. It has proven convenient at times, principally for reasons of common usage, to refer to these signals as bits, values, elements, symbols, characters, terms, numbers or the like. It should be understood, however, that all of these and similar terms are to be associated with the appropriate physical quantities and are merely convenient labels applied to these quantities.

Unless specifically stated otherwise, and as may be apparent from the following description and claims, it should be appreciated that throughout the specification descriptions utilizing terms such as “processing,” “computing,” “calculating,” “determining,” or the like, refer to the action and/or processes of a computer or computing system, or similar electronic computing device, that manipulate and/or transform data represented as physical, such as electronic, quantities within the computing system's registers and/or memories into other data similarly represented as physical quantities within the computing system's memories, registers or other such information storage, transmission or display devices.

Additionally, the phrase “configured to” or “operable for” can include generic structure (e.g., generic circuitry) that is manipulated by software and/or firmware (e.g., an FPGA or a general-purpose processor executing software) to operate in a manner that is capable of performing the task(s) at issue. “Configured to” may also include adapting a manufacturing process (e.g., a semiconductor fabrication facility) to fabricate devices (e.g., integrated circuits) that are adapted to implement or perform one or more tasks.

In a similar manner, the term “processor” may refer to any device or portion of a device that processes electronic data from registers and/or memory to transform that electronic data into other electronic data that may be stored in registers and/or memory. A “computing platform” may comprise one or more processors.

Embodiments within the scope of the present disclosure may also include tangible and/or non-transitory computer-readable storage media for carrying or having computer-executable instructions or data structures stored thereon. Such non-transitory computer-readable storage media can be any available media that can be accessed by a general purpose or special purpose computer, including the functional design of any special purpose processor as discussed above. By way of example, and not limitation, such non-transitory computer-readable media can include RAM, ROM, EEPROM, CD-ROM or other optical disk storage, magnetic disk storage or other magnetic storage devices, or any other medium which can be used to carry or store desired program code means in the form of computer-executable instructions, data structures, or processor chip design. When information is transferred or provided over a network or another communications connection (either hardwired, wireless, or combination thereof) to a computer, the computer properly views the connection as a computer-readable medium. Thus, any such connection is properly termed a computer-readable medium. Combinations of the above should also be included within the scope of the computer-readable media.

While a non-transitory computer readable medium includes, but is not limited to, a hard drive, compact disc, flash memory, volatile memory, random access memory, magnetic memory, optical memory, semiconductor based memory, phase change memory, optical memory, periodically refreshed memory, and the like; the non-transitory computer readable medium, however, does not include a pure transitory signal per se; i.e., where the medium itself is transitory.

The present invention is an efficient automotive security camera system with support for networking of multiple cameras.

The efficient automotive security camera system may comprise one main camera and a plurality of secondary cameras, wherein the primary camera may have wireless connections to a plurality of devices, networks, and secondary cameras. The main camera may also have physical ports for power and wired secondary cameras.

The efficient automotive security camera system may include a network of cameras, where each camera may have a low-power domain and a high-performance domain. The low-power domain is always powered on and includes low-power logic implementing a neural network for image detection and image classification. The low-power domain may also regulate power and activities of the high-performance domain. The camera system as a whole is more energy efficient when the high power domain is turned off and the low-power domain is on. For example, without limitation, when the low-power neural network detects a person in motion close to the secured vehicle, the low-power logic turns on the high-performance domain for video recording.

The low-power neural network can be programmed to turn on the high-performance domain for video recording of various objects, including, but not limited to, people, cars, animals, trees, etc. When turned on, the high-performance domain may also run a neural network for object detection and classification for determining whether to record the object or not.

In addition to reducing and regulating the power consumption of each camera with a neural network in the low-power domain, each camera in the automotive security camera system may also house a battery for a completely wireless automotive security camera system. Where batteries are not used, the main camera can supply the secondary cameras with the automotive 12V battery and provide a wired network connection.

FIG. 1 illustrates an exemplary embodiment of an efficient automotive security camera system, in accordance with an embodiment of the present invention. With reference to FIG. 1, power efficient automotive security camera system 100 may include primary camera 102 that may be networked to wireless secondary camera 106 through wireless connection 112 and networked to wired secondary camera 104 through wired connection 110. As will be appreciated by one skilled in the art, camera system 100 may include greater or fewer cameras than depicted in FIG. 1, and is not limited to primary camera 102, wired secondary camera 104, and wireless secondary camera 106. Furthermore, the cameras in camera system 100 may be attached at any point in the vehicle, may be connected via any wireless communication known in the art, such as, but not limited to, wireless fidelity (Wi-Fi), Bluetooth, cellular network, NFC, etc., and may be connected via any wired communication known in the art, such as, but not limited to, universal serial bus (USB), Ethernet, etc. Camera system 100 may be controlled via wireless connection 116 by remote device 118. The remote devices include but are not limited to; a mobile phone, tablet, PC, smartwatch, server, and etc. In one embodiment, primary camera 102 may be powered by vehicle battery 108 using power cable 114, and wired secondary camera 104 may be powered by automotive battery 108 through the primary camera 102 and power cable 114. As will be appreciated by one skilled in the art, primary camera 102, wired secondary camera 104, and wireless secondary camera 106 may be powered via alternative power supply means, such as, but not limited to, external batteries, individual batteries, electrical outlet or receptacle, etc.

FIG. 2 illustrates exemplary hardware components of each camera in the efficient automotive security camera system of FIG. 1, in accordance with an embodiment of the present invention. With reference to both FIG. 1 and FIG. 2, primary camera 102, wired secondary camera 104, and wireless secondary camera 106 may include hardware components 200. Camera hardware components 200 may be separated into two power domain subsystems, low-power domain subsystem 202 that is always powered on and high-performance power domain subsystem 204 that may be regulated in power and processing for improved overall system power efficiency.

Low-power sensor 206 may be a low-resolution sensor used for collecting data including but not limited to detecting an object, detecting the subject's distance, and detecting the subject's motion, etc. to be processed by low power processor 208. Low-power sensor 206 may comprise for example, without limitation, one or any combination of ultrasonic sensor, image sensor, motion sensor, infrared sensor, ambient sensor, thermal sensor, radio frequency (RF) sensor, acoustic sensor, etc. Low power processor 208 may comprise for example, without limitation, a complex programmable logic device (CPLD), a field programmable gate array (FPGA), a microcontroller, an application processor, a digital signal processor, a graphics processor, a neural network processor, etc. Low-power domain 202 may also include a general-purpose input output (GPIO) 210, wherein GPIO 210 may be but is not limited to a power button, slide controls, mode buttons, light emitting diodes, switches, etc. The data received by low-power sensor 206, may be used to regulate the power and activities of high-performance domain subsystem 204 by waking up 212 the high-performance components or putting to sleep 214 the high-performance components. For instance, waking up 212 may comprise closing a switch that connects the high-performance components to the power supply. Putting to sleep 214 may comprise opening a switch that disconnects the high-performance components from the power supply.

High-performance power domain subsystem 204 may include some similar components to low-power domain subsystem 202, except the components in high-performance power domain subsystem 204 may have higher resolutions, higher performances, and have higher power consumption. High-performance sensor 216 may comprise for example, without limitation, one or any combination of ultrasonic sensor, image sensor, motion sensor, infrared sensor, ambient sensor, thermal sensor, RF sensor, acoustic sensor, etc. Main processor 218 may comprise for example, without limitation, a complex programmable logic device (CPLD), a field programmable gate array (FPGA), a microcontroller, an application processor, a digital signal processor, a graphics processor, or a neural network processor, and may be regulated by low-power domain 202. High-performance power domain subsystem 204 may also include a general-purpose input output (GPIO) 226, where GPIO 226 can be but is not limited to slide controls, mode buttons, light emitting diodes, switches, etc.

In addition to the similar components between low-power domain subsystem 202 and high-performance power domain subsystem 204, high-performance domain subsystem 204 may also include memory 222 for recording high resolution sensor data and video from sensor 216 by the main processor 218. Memory 222 may be any type of memory known in the art, such as, but not limited to, flash memory, random access memory, hard disk drives, solid state drives, and etc. High resolution sensor data may also be recorded and transmitted via wireless connection to be live-streamed or recorded on an external device such as, for example, a web server, external hard drive, etc. Main processor 218 may also drive display 224 for showing, for example, without limitation, menus and captured sensor data and video. Network connector component 220 may provide wired 110 and wireless 112 network connections between primary camera 102 and wired secondary camera 104, and wireless secondary camera 106 and main processor 218.

Primary camera 102 and the wired secondary camera 104 each have an option for vehicle battery connection 232. Typically, all cameras in the efficient automotive security camera system 100 may include a power supply and power supply circuit 228 used to power the low-power domain subsystem 202 and the high-performance power domain subsystem 204. When vehicle battery 108 is used through the vehicle battery connection 232, power supply circuit 228 can prevent vehicle battery 108 from going below a programmable threshold voltage to drain the vehicle battery 108.

The low-power domain subsystem 202 may then be put in a power efficient mode when the vehicle battery 108 is below the programmable threshold voltage, where the power efficient modes may be but not limited to sleep mode, low sensitivity mode, duty cycled mode, and etc. Power supply circuit 228 may also provide the option for primary camera 102, wired secondary camera 104, and wireless secondary camera 106 to be powered via local camera battery 230. As will be appreciated by one skilled in the art, one or more of vehicle battery 108 and local camera battery 230 may be used to power the cameras in camera system 100, and local camera battery 230 may be one or more batteries. Further, alternative power supply means may be used to power camera system 100 such as, but not limited to, solar power, external battery systems, home or building electrical outlet or receptacle, etc.

FIG. 3 illustrates an exemplary neural network data path implemented in the low-power domain of FIG. 2, in accordance with an embodiment of the present invention. With reference now to both FIG. 2 and FIG. 3, neural network 302 may be implemented in the low-power processor 208 and main processor 218, operating on sensor data 304. For low-power processor 208, sensor data 304 may be supplied from low-power sensor 206, and for main processor 218, the sensor data 304 may be supplied from high-resolution sensor 216. Sensor data 304 may go through standard convolution 306 to filter and scale down the data to reduce the processing required. Next, sensor data 304 may then go through rectified linear unit (Relu) 308 to remove any negatively scaled numbers. Relu 308 may be a standard activation function in neural networks, and for neural network 302, the activation function is not limited to Relu 308, Binary Step, Sigmoid, Hyberbolic Tangent, Softmax, and etc. Pooling 310 in neural network 302 may then scale down the data while maintaining the dominant characteristics of sensor data 304. Pooling 310, like convolution 306, reduces the computational power by reducing sensor data 304 for processing. Flattening 312, can then format any multi-dimensional sensor data 304 into a linear vector. Sensor data 304, now in the form of a linear vector, can then be fed into dense layers 316, which may be a classical fully connected neural network with N Dense Layers and trained coefficients K 326. For low-power processor 208, neural network 302 may be used as part of decision making 322, for waking or sleeping 324 high-performance domain 204. For main processor 218, neural network 302 may be used as part of decision making 322 for recording sensor data 304 from sensor 216 to memory 222. When neural network 302 running in the low-power processor 208 makes decision 322 to wake 324 high-performance domain 204, timer 318 may be started to activate the power of high-performance domain 204. This power regulation may help to reduce power consumption in high-performance domain 204. In the event that neural network 302 makes no decision 322, general-purpose input output (GPIO) 320 may also be used to force a decision.

FIG. 4 illustrates an exemplary overall software and hardware flow showing how power is regulated in the high-performance power domain subsystem by the low-power domain subsystem. With reference to both FIG. 2 and FIG. 4, flow chart 400 shows an exemplary embodiment of the low-power domain subsystem functions 402 and the high-performance power domain subsystem functions 404. Low-power domain subsystem functions 402 may be handled by low-power processor 208. Low-power processor 208 decides whether to wake 420 main processor 218 for getting high-resolution sensor data 428 for video recording 424 to read and write memory 426, or to sleep 418 main processor 218 and end any video recording 422. High-resolution sensor data 428 may comprise images taken by camera system 100. Low-power processor 208 is always powered on and receiving and processing data 406 from low-resolution low-power sensor 206. Processing low-power sensor data 406 involves detecting an object/subject 408 using the neural network 302, detecting the subject's distance 410, and detecting the subject's motion 412. This process avoids the high number of false-triggers. In another embodiment, processing low-power sensor data 406 involves using the neural network 302 in detecting an object/subject 408 within the vicinity of the vehicle, detecting the subject's distance 410 from the vehicle, and detecting the subject's motion 412. If any of the detection fails, low-power processor 208 runs down the timer 414, sleeps 418 the high-performance domain 204, and ends any video recording 422. If timer 414 is already run down and the high-performance power domain subsystem 204 is already in sleep 418 mode, low-power processor 208 may return to getting low-power sensor data 406 for processing. If high-performance domain subsystem 204 was awake 420 previously and the current sensor data 406 doesn't show the object detected 408, or the object within distance 410, or the object in motion 412, low-power processor 208 will start the run down of timer 414 and move to getting sensor data 406 again. When the timer is run down 414, the high-performance power domain subsystem 204 will end any video recording 422 thereby preserving power. If the object is detected 408 within distance 410 and in motion 412, low power processor 208 may set the timer 416 and wake 420 the high-performance power domain subsystem 204, and then return to getting low-power sensor data 406 for processing. Once high-performance power domain subsystem 204 is awake 420 and powered on, the main processor 218 activates the camera system via network 220 to start video recording and/or continue video recording 424 the high-resolution sensor data 428 to memory 426.

Although the flow chart 400 is shown in a sequential behavior, every sensor data 304 can go through the low-power domain pipeline functions 402 and may be processed in a pipeline and parallel fashion.

Those skilled in the art will readily recognize, in light of and in accordance with the teachings of the present invention, that any of the foregoing steps and/or system modules may be suitably replaced, reordered, removed and additional steps and/or system modules may be inserted depending upon the needs of the particular application, and that the systems of the foregoing embodiments may be implemented using any of a wide variety of suitable processes and system modules, and is not limited to any particular computer hardware, software, middleware, firmware, microcode and the like. For any method steps described in the present application that can be carried out on a computing machine, a typical computer system can, when appropriately configured or designed, serve as a computer system in which those aspects of the invention may be embodied. Such computers referenced and/or described in this disclosure may be any kind of computer, either general purpose, or some specific purpose computer such as, but not limited to, a workstation, a mainframe, GPU, ASIC, etc. The programs may be written in C, or Java, Brew or any other suitable programming language. The programs may be resident on a storage medium, e.g., magnetic or optical, e.g., without limitation, the computer hard drive, a removable disk or media such as, without limitation, a memory stick or SD media, or other removable medium. The programs may also be run over a network, for example, with a server or other machine sending signals to the local machine, which allows the local machine to carry out the operations described herein.

FIG. 5 is a block diagram depicting an exemplary client/server system which may be used by an exemplary web-enabled/networked embodiment of the present invention.

A communication system 500 includes a multiplicity of clients with a sampling of clients denoted as a client 502 and a client 504, a multiplicity of local networks with a sampling of networks denoted as a local network 506 and a local network 508, a global network 511 and a multiplicity of servers with a sampling of servers denoted as a server 512 and a server 514.

Client 502 may communicate bi-directionally with local network 506 via a communication channel 516. Client 504 may communicate bi-directionally with local network 508 via a communication channel 518. Local network 506 may communicate bi-directionally with global network 510 via a communication channel 520. Local network 508 may communicate bi-directionally with global network 510 via a communication channel 522. Global network 510 may communicate bi-directionally with server 512 and server 514 via a communication channel 524. Server 512 and server 514 may communicate bi-directionally with each other via communication channel 524. Furthermore, clients 502, 504, local networks 506, 508, global network 510 and servers 512, 514 may each communicate bi-directionally with each other.

In one embodiment, global network 510 may operate as the Internet. It will be understood by those skilled in the art that communication system 500 may take many different forms. Non-limiting examples of forms for communication system 500 include local area networks (LANs), wide area networks (WANs), wired telephone networks, wireless networks, or any other network supporting data communication between respective entities.

Clients 502 and 504 may take many different forms. Non-limiting examples of clients 502 and 504 include security cameras, personal computers, personal digital assistants (PDAs), cellular phones, smartphones.

Client 502 includes a CPU 526, a pointing device 528, a keyboard 530, a microphone 532, a printer 534, a memory 536, a mass memory storage 538, a GUI 540, a video camera 542, an input/output interface 544 and a network interface 546.

CPU 526, pointing device 528, keyboard 530, microphone 532, printer 534, memory 536, mass memory storage 538, GUI 540, video camera 542, input/output interface 544 and network interface 546 may communicate in a unidirectional manner or a bi-directional manner with each other via a communication channel 548. Communication channel 548 may be configured as a single communication channel or a multiplicity of communication channels.

CPU 526 may be comprised of a single processor or multiple processors. CPU 526 may be of various types including micro-controllers (e.g., with embedded RAM/ROM) and microprocessors such as programmable devices (e.g., RISC or SISC based, or CPLDs and FPGAs) and devices not capable of being programmed such as gate array ASICs (Application Specific Integrated Circuits) or general purpose microprocessors.

As is well known in the art, memory 536 is used typically to transfer data and instructions to CPU 526 in a bi-directional manner. Memory 536, as discussed previously, may include any suitable computer-readable media, intended for data storage, such as those described above excluding any wired or wireless transmissions unless specifically noted. Mass memory storage 538 may also be coupled bi-directionally to CPU 526 and provides additional data storage capacity and may include any of the computer-readable media described above. Mass memory storage 538 may be used to store programs, data and the like and is typically a secondary storage medium such as a hard disk. It will be appreciated that the information retained within mass memory storage 538, may, in appropriate cases, be incorporated in standard fashion as part of memory 536 as virtual memory.

CPU 526 may be coupled to GUI 540. GUI 540 enables a user to view the operation of computer operating system and software. CPU 526 may be coupled to pointing device 528. Non-limiting examples of pointing device 528 include computer mouse, trackball and touchpad. Pointing device 528 enables a user with the capability to maneuver a computer cursor about the viewing area of GUI 540 and select areas or features in the viewing area of GUI 540. CPU 526 may be coupled to keyboard 530. Keyboard 530 enables a user with the capability to input alphanumeric textual information to CPU 526. CPU 526 may be coupled to microphone 532. Microphone 532 enables audio produced by a user to be recorded, processed and communicated by CPU 526. CPU 526 may be connected to printer 534. Printer 534 enables a user with the capability to print information to a sheet of paper. CPU 526 may be connected to video camera 542. Video camera 542 enables video produced or captured by user to be recorded, processed and communicated by CPU 526.

CPU 526 may also be coupled to input/output interface 544 that connects to one or more input/output devices such as such as CD-ROM, video monitors, track balls, mice, keyboards, microphones, touch-sensitive displays, transducer card readers, magnetic or paper tape readers, tablets, styluses, voice or handwriting recognizers, or other well-known input devices such as, of course, other computers.

Finally, CPU 526 optionally may be coupled to network interface 546 which enables communication with an external device such as a database or a computer or telecommunications or internet network using an external connection shown generally as communication channel 516, which may be implemented as a hardwired or wireless communications link using suitable conventional technologies. With such a connection, CPU 526 might receive information from the network, or might output information to a network in the course of performing the method steps described in the teachings of the present invention.

FIG. 6 illustrates a block diagram depicting a conventional client/server communication system, which may be used by an exemplary web-enabled/networked embodiment of the present invention.

A communication system 600 includes a multiplicity of networked regions with a sampling of regions denoted as a network region 602 and a network region 604, a global network 606 and a multiplicity of servers with a sampling of servers denoted as a server device 608 and a server device 610.

Network region 602 and network region 604 may operate to represent a network contained within a geographical area or region. Non-limiting examples of representations for the geographical areas for the networked regions may include postal zip codes, telephone area codes, states, counties, cities and countries. Elements within network region 602 and 604 may operate to communicate with external elements within other networked regions or within elements contained within the same network region.

In some implementations, global network 606 may operate as the Internet. It will be understood by those skilled in the art that communication system 600 may take many different forms. Non-limiting examples of forms for communication system 600 include local area networks (LANs), wide area networks (WANs), wired telephone networks, cellular telephone networks or any other network supporting data communication between respective entities via hardwired or wireless communication networks. Global network 606 may operate to transfer information between the various networked elements.

Server device 608 and server device 610 may operate to execute software instructions, store information, support database operations and communicate with other networked elements. Non-limiting examples of software and scripting languages which may be executed on server device 608 and server device 610 include C, C++, C# and Java.

Network region 602 may operate to communicate bi-directionally with global network 606 via a communication channel 612. Network region 604 may operate to communicate bi-directionally with global network 606 via a communication channel 614. Server device 608 may operate to communicate bi-directionally with global network 606 via a communication channel 616. Server device 610 may operate to communicate bi-directionally with global network 606 via a communication channel 618. Network region 602 and 604, global network 606 and server devices 608 and 610 may operate to communicate with each other and with every other networked device located within communication system 600.

Server device 608 includes a networking device 620 and a server 622. Networking device 620 may operate to communicate bi-directionally with global network 606 via communication channel 616 and with server 622 via a communication channel 624. Server 622 may operate to execute software instructions and store information.

Network region 602 includes a multiplicity of clients with a sampling denoted as a client 626 and a client 628. Client 626 includes a networking device 634, a processor 636, a GUI 638 and an interface device 640. Non-limiting examples of devices for GUI 638 include monitors, televisions, cellular telephones, smartphones and PDAs (Personal Digital Assistants). Non-limiting examples of interface device 640 include pointing device, mouse, trackball, scanner and printer. Networking device 634 may communicate bi-directionally with global network 606 via communication channel 612 and with processor 636 via a communication channel 642. GUI 638 may receive information from processor 636 via a communication channel 644 for presentation to a user for viewing. Interface device 640 may operate to send control information to processor 636 and to receive information from processor 636 via a communication channel 646. Network region 604 includes a multiplicity of clients with a sampling denoted as a client 630 and a client 632. Client 630 includes a networking device 648, a processor 650, a GUI 652 and an interface device 654. Non-limiting examples of devices for GUI 638 include monitors, televisions, cellular telephones, smartphones and PDAs (Personal Digital Assistants). Non-limiting examples of interface device 640 include pointing devices, mousse, trackballs, scanners and printers. Networking device 648 may communicate bi-directionally with global network 606 via communication channel 614 and with processor 650 via a communication channel 656. GUI 652 may receive information from processor 650 via a communication channel 658 for presentation to a user for viewing. Interface device 654 may operate to send control information to processor 650 and to receive information from processor 650 via a communication channel 660.

For example, consider the case where a user interfacing with client 626 may want to execute a networked application. A user may enter the IP (Internet Protocol) address for the networked application using interface device 640. The IP address information may be communicated to processor 636 via communication channel 646. Processor 636 may then communicate the IP address information to networking device 634 via communication channel 642. Networking device 634 may then communicate the IP address information to global network 606 via communication channel 612. Global network 606 may then communicate the IP address information to networking device 620 of server device 608 via communication channel 616. Networking device 620 may then communicate the IP address information to server 622 via communication channel 624. Server 622 may receive the IP address information and after processing the IP address information may communicate return information to networking device 620 via communication channel 624. Networking device 620 may communicate the return information to global network 606 via communication channel 616. Global network 606 may communicate the return information to networking device 634 via communication channel 612. Networking device 634 may communicate the return information to processor 636 via communication channel 642. Processor 666 may communicate the return information to GUI 638 via communication channel 644. User may then view the return information on GUI 638.

It will be further apparent to those skilled in the art that at least a portion of the novel method steps and/or system components of the present invention may be practiced and/or located in location(s) possibly outside the jurisdiction of the United States of America (USA), whereby it will be accordingly readily recognized that at least a subset of the novel method steps and/or system components in the foregoing embodiments must be practiced within the jurisdiction of the USA for the benefit of an entity therein or to achieve an object of the present invention. Thus, some alternate embodiments of the present invention may be configured to comprise a smaller subset of the foregoing means for and/or steps described that the applications designer will selectively decide, depending upon the practical considerations of the particular implementation, to carry out and/or locate within the jurisdiction of the USA. For example, any of the foregoing described method steps and/or system components which may be performed remotely over a network (e.g., without limitation, a remotely located server) may be performed and/or located outside of the jurisdiction of the USA while the remaining method steps and/or system components (e.g., without limitation, a locally located client) of the forgoing embodiments are typically required to be located/performed in the USA for practical considerations. In client-server architectures, a remotely located server typically generates and transmits required information to a US based client, for use according to the teachings of the present invention. Depending upon the needs of the particular application, it will be readily apparent to those skilled in the art, in light of the teachings of the present invention, which aspects of the present invention can or should be located locally and which can or should be located remotely. Thus, for any claims construction of the following claim limitations that are construed under 35 USC § 112 (6)/(f) it is intended that the corresponding means for and/or steps for carrying out the claimed function are the ones that are locally implemented within the jurisdiction of the USA, while the remaining aspect(s) performed or located remotely outside the USA are not intended to be construed under 35 USC § 112 (6) pre-AIA or 35 USC § 112 (f) post AIA. In some embodiments, the methods and/or system components which may be located and/or performed remotely.

It is noted that according to USA law, all claims must be set forth as a coherent, cooperating set of limitations that work in functional combination to achieve a useful result as a whole. Accordingly, for any claim having functional limitations interpreted under 35 USC § 112 (6)/(f) where the embodiment in question is implemented as a client-server system with a remote server located outside of the USA, each such recited function is intended to mean the function of combining, in a logical manner, the information of that claim limitation with at least one other limitation of the claim. For example, in client-server systems where certain information claimed under 35 USC § 112 (6)/(f) is/(are) dependent on one or more remote servers located outside the USA, it is intended that each such recited function under 35 USC § 112 (6)/(f) is to be interpreted as the function of the local system receiving the remotely generated information required by a locally implemented claim limitation, wherein the structures and or steps which enable, and breath life into the expression of such functions claimed under 35 USC § 112 (6)/(f) are the corresponding steps and/or means located within the jurisdiction of the USA that receive and deliver that information to the client (e.g., without limitation, client-side processing and transmission networks in the USA). When this application is prosecuted or patented under a jurisdiction other than the USA, then “USA” in the foregoing should be replaced with the pertinent country or countries or legal organization(s) having enforceable patent infringement jurisdiction over the present patent application, and “35 USC § 112 (6)/(f)” should be replaced with the closest corresponding statute in the patent laws of such pertinent country or countries or legal organization(s).

All the features disclosed in this specification, including any accompanying abstract and drawings, may be replaced by alternative features serving the same, equivalent or similar purpose, unless expressly stated otherwise. Thus, unless expressly stated otherwise, each feature disclosed is one example only of a generic series of equivalent or similar features.

It is noted that according to USA law 35 USC § 112 (1), all claims must be supported by sufficient disclosure in the present patent specification, and any material known to those skilled in the art need not be explicitly disclosed. However, 35 USC § 112 (6) requires that structures corresponding to functional limitations interpreted under 35 USC § 112 (6) must be explicitly disclosed in the patent specification. Moreover, the USPTO's Examination policy of initially treating and searching prior art under the broadest interpretation of a “mean for” or “steps for” claim limitation implies that the broadest initial search on 35 USC § 112(6) (post AIA 112(f)) functional limitation would have to be conducted to support a legally valid Examination on that USPTO policy for broadest interpretation of “mean for” claims. Accordingly, the USPTO will have discovered a multiplicity of prior art documents including disclosure of specific structures and elements which are suitable to act as corresponding structures to satisfy all functional limitations in the below claims that are interpreted under 35 USC § 112(6) (post AIA 112(f)) when such corresponding structures are not explicitly disclosed in the foregoing patent specification. Therefore, for any invention element(s)/structure(s) corresponding to functional claim limitation(s), in the below claims interpreted under 35 USC § 112(6) (post AIA 112(f)), which is/are not explicitly disclosed in the foregoing patent specification, yet do exist in the patent and/or non-patent documents found during the course of USPTO searching, Applicant(s) incorporate all such functionally corresponding structures and related enabling material herein by reference for the purpose of providing explicit structures that implement the functional means claimed. Applicant(s) request(s) that fact finders during any claims construction proceedings and/or examination of patent allowability properly identify and incorporate only the portions of each of these documents discovered during the broadest interpretation search of 35 USC § 112(6) (post AIA 112(f)) limitation, which exist in at least one of the patent and/or non-patent documents found during the course of normal USPTO searching and or supplied to the USPTO during prosecution. Applicant(s) also incorporate by reference the bibliographic citation information to identify all such documents comprising functionally corresponding structures and related enabling material as listed in any PTO Form-892 or likewise any information disclosure statements (IDS) entered into the present patent application by the USPTO or Applicant(s) or any 3^(rd) parties. Applicant(s) also reserve its right to later amend the present application to explicitly include citations to such documents and/or explicitly include the functionally corresponding structures which were incorporate by reference above.

Thus, for any invention element(s)/structure(s) corresponding to functional claim limitation(s), in the below claims, that are interpreted under 35 USC § 112(6) (post AIA 112(f)), which is/are not explicitly disclosed in the foregoing patent specification, Applicant(s) have explicitly prescribed which documents and material to include the otherwise missing disclosure, and have prescribed exactly which portions of such patent and/or non-patent documents should be incorporated by such reference for the purpose of satisfying the disclosure requirements of 35 USC § 112 (6). Applicant(s) note that all the identified documents above which are incorporated by reference to satisfy 35 USC § 112 (6) necessarily have a filing and/or publication date prior to that of the instant application, and thus are valid prior documents to incorporated by reference in the instant application.

Having fully described at least one embodiment of the present invention, other equivalent or alternative methods of implementing an efficient automotive security camera system according to the present invention will be apparent to those skilled in the art. Various aspects of the invention have been described above by way of illustration, and the specific embodiments disclosed are not intended to limit the invention to the particular forms disclosed. The particular implementation of the efficient automotive security camera system may vary depending upon the particular context or application. By way of example, and not limitation, the efficient automotive security camera system described in the foregoing were principally directed to automotive security implementations; however, similar techniques may instead be applied to home security systems, hunting and trail cameras, hidden cameras, and etc., which implementations of the present invention are contemplated as within the scope of the present invention. The invention is thus to cover all modifications, equivalents, and alternatives falling within the spirit and scope of the following claims. It is to be further understood that not all of the disclosed embodiments in the foregoing specification will necessarily satisfy or achieve each of the objects, advantages, or improvements described in the foregoing specification.

Claim elements and steps herein may have been numbered and/or lettered solely as an aid in readability and understanding. Any such numbering and lettering in itself is not intended to and should not be taken to indicate the ordering of elements and/or steps in the claims.

The corresponding structures, materials, acts, and equivalents of all means or step plus function elements in the claims below are intended to include any structure, material, or act for performing the function in combination with other claimed elements as specifically claimed.

The corresponding structures, materials, acts, and equivalents of all means or step plus function elements in the claims below are intended to include any structure, material, or act for performing the function in combination with other claimed elements as specifically claimed. The description of the present invention has been presented for purposes of illustration and description, but is not intended to be exhaustive or limited to the invention in the form disclosed. Many modifications and variations will be apparent to those of ordinary skill in the art without departing from the scope and spirit of the invention. The embodiment was chosen and described in order to best explain the principles of the invention and the practical application, and to enable others of ordinary skill in the art to understand the invention for various embodiments with various modifications as are suited to the particular use contemplated.

The Abstract is provided to comply with 37 C.F.R. Section 1.72(b) requiring an abstract that will allow the reader to ascertain the nature and gist of the technical disclosure. That is, the Abstract is provided merely to introduce certain concepts and not to identify any key or essential features of the claimed subject matter. It is submitted with the understanding that it will not be used to limit or interpret the scope or meaning of the claims.

The following claims are hereby incorporated into the detailed description, with each claim standing on its own as a separate embodiment.

Only those claims which employ the words “means for” or “steps for” are to be interpreted under 35 USC 112, sixth paragraph (pre AIA) or 35 USC 112(f) post-AIA. Otherwise, no limitations from the specification are to be read into any claims, unless those limitations are expressly included in the claims. 

What is claimed is:
 1. A system comprising: a power supply for providing electricity; a camera network, said camera network comprises: a primary camera; and at least one or more wired or wireless secondary cameras, said one or more wired or wireless secondary cameras are into engagement with said primary camera; a network connector component that is configured to provide wired or wireless network connections between said primary camera and secondary camera; a high-performance power domain subsystem coupled to said camera network with said network connector component, in which said a high-performance power domain subsystem comprises high-performance components including: a main processor coupled to said camera network; and a memory, wherein said memory is configured to store video recordings from said camera network; a low-power domain subsystem, said low-power domain subsystem is configured to regulate power going into said high-performance power domain subsystem, said low-power domain subsystem having low performance components including: a low-power sensor, said low-power sensor is configured to detect an object or subject; and a low power processor that is configured to process data received from said low-power sensor; and wherein said low-power sensor is configured to regulate activities of said high-performance power domain subsystem by waking up said high-performance components or putting to sleep said high-performance components based on whether an object or subject is detected.
 2. The system of claim 1, further comprising a neural network implemented on said low power processor in each said camera, wherein said neural network is configured to be operable for determining whether to activate or de-activate said high-performance power domain subsystem in each said camera.
 3. The system of claim 2, wherein determining whether to activate or de-activate said high-performance power domain subsystem is further based on detecting the subject's type, detecting the subject's distance, and detecting the subject's motion.
 4. The system of claim 3, in which said neural network comprises a convolution that is configured to filter and scale down data from said low-power sensor, to reduce required processing.
 5. The system of claim 4, in which said neural network further comprises a rectified linear unit (Relu) that is configured to remove any negatively scaled numbers.
 6. The system of claim 5, in which said neural network further comprises a flattening stage that is configured to format any multi-dimensional low-power sensor data into a linear vector to be fed into dense layers and used to determine whether to activate or de-activate said high-performance power domain subsystem.
 7. The system of claim 6, wherein determining whether to activate or de-activate said high-performance power domain subsystem is further based on detecting the subject's type, detecting the subject's distance, and detecting the subject's motion.
 8. The system of claim 7, further comprising a Run Down Timer, wherein said Run Down Timer is configured to de-activate said high-performance power domain subsystem if any of said detection fails, and ends any video recording.
 9. The system of claim 8, further comprising a Set Timer being operable for activating said high-performance power domain subsystem.
 10. The system of claim 9, in which said camera network is activated to start video recording upon said high-performance power domain subsystem being activated.
 11. The system of claim 10, further comprising a memory for storing video recording from said camera network.
 12. The system of claim 1, in which said primary camera is disposed on a section of a front windshield of a vehicle.
 13. The system of claim 12, in which said one or more secondary cameras comprises a camera disposed on a back section of said vehicle, a camera disposed on left side section of said vehicle, and a camera disposed on a right side section of said vehicle.
 14. The system of claim 13, in which said power supply comprises vehicle battery.
 15. The system of claim 14, further comprising a power supply circuit, wherein said power supply circuit is configured to switch said vehicle battery to a camera battery.
 16. The system of claim 15, further comprising a remote device, said remote device is configured to control said camera network, in which said remote device comprises a mobile phone, tablet, PC, smartwatch, or server.
 17. The system of claim 1, wherein said waking up comprises closing a switch to connect said high-performance components to said power supply and said putting to sleep comprises opening said switch to disconnect said high-performance components from said power supply.
 18. A system comprising: means for providing electricity; means for capturing video data, said video data capturing means comprises: a primary video data capturing means; and at least one or more wired or wireless secondary video data capturing means into engagement with said primary video data capturing means; means for networking said primary video data capturing means and secondary video data capturing means; means for activating or deactivating said video data capturing means including: means for storing video captured from said video data capturing means; means for regulating power going into said video data activating or deactivating means including: means for detecting an object or subject; and wherein said power regulating means is configured to regulate activities of said video data activating or deactivating means by waking up said video data activating or deactivating means or putting to sleep said video data activating or deactivating means based on whether an object or subject is detected.
 19. The system of claim 18, wherein said waking up or putting to sleep is further based on detecting the subject's type, detecting the subject's distance, and detecting the subject's motion.
 20. A system comprising: a camera network disposed on a vehicle, said camera network comprises: a primary camera; and at least one or more wired or wireless secondary cameras, said one or more wired or wireless secondary cameras are into engagement with said primary camera; a network connector component that is configured to provide wired or wireless network connections between said primary camera and secondary camera; means for activating or deactivating said camera network via said network connector including: means for storing video recordings from said video data capturing means; means for regulating power going into said video data activating or deactivating means including: means for detecting an object or subject within a predetermined vicinity of the vehicle; battery for providing electricity; wherein said power regulating means is configured to regulate activities of said camera network activating or deactivating means by waking up or putting to sleep said camera network activating or deactivating means based on whether an object or subject is detected; and wherein waking up comprises closing a switch that connects said camera network activating or deactivating means to said battery and putting to sleep comprises opening the switch to disconnect said camera network activating or deactivating means from said battery, and wherein waking up or putting to sleep is further based on detecting the subject's distance to the vehicle, and detecting the subject's motion. 